{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "db8cb1a0-987c-448c-bbb3-2f7d3d908860",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchsig.image_datasets.annotation_tools.yolo_annotation_tool import yolo_annotator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8a1d6ec5-31b0-4739-90ca-bcec3b5258c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "unlabeled_image_dir = \"<PATH HERE>\" # directory of images to be annotated\n",
    "new_yolo_dataset_dir = \"<PATH HERE>\" # directory to save annotated yolo data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6f2ae761-b7f8-4f46-88c1-fb0c23c027cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "36c3e9bfe4274489bb6f3adb9b09b33d",
       "version_major": 2,
       "version_minor": 1
      },
      "text/plain": [
       "BBoxWidget(classes=['Signal'], colors=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e37…"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yolo_annotator(unlabeled_image_dir,new_yolo_dataset_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1581d833-c9f8-4a8e-9bba-24b2f6a680f7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "eb02edce-68ae-44c6-adc4-8a9f7510b76b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchsig.image_datasets.datasets.yolo_datasets import YOLOFileDataset, YOLOSOIExtractorDataset\n",
    "from torchsig.image_datasets.plotting.plotting import plot_yolo_datum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "e78a20b7-9cac-4b01-b871-ced68c2a2771",
   "metadata": {},
   "outputs": [],
   "source": [
    "yds2 = YOLOSOIExtractorDataset(new_yolo_dataset_dir, read_black_hot=False, filter_strength=-40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "f722ba5b-dd3a-43f8-a0f2-e4f7d8584e01",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "54ff5ac8-a0fb-45b4-a2dc-81abde465121",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f58a82ecfa0>"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(yds2.next()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6bfebf4-c510-44e0-86c6-297ab73e1714",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "a3dcf767-0ffc-407a-bff2-a48e605f45c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "yds = YOLOFileDataset(new_yolo_dataset_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "fb54d59b-6358-4393-b15c-057810add6d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_yolo_datum(yds.next())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eca207fb-7378-4fa4-b3e3-00a71468c63b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
